{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": true,
    "pycharm": {
     "is_executing": false
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2000.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2001.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2002.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2003.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2004.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2005.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2006.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2007.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2008.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2009.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2010.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2011.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2012.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2013.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2014.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2015.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2016.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2017.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2018.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2019.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2020.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2021.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2022.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2023.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2024.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2025.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2026.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2027.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2028.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2029.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2030.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2031.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2032.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2033.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2034.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2035.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2036.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2037.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2038.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2039.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2040.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2041.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2042.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2043.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2044.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2045.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2046.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2047.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2048.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2049.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2050.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2051.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2052.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2053.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2054.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2055.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2056.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2057.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2058.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2059.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2060.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2061.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2062.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2063.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2064.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2065.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2066.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2067.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2068.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2069.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2070.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2071.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2072.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2073.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2074.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2075.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2076.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2077.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2078.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2079.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2080.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2081.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2082.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2083.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2084.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2085.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2086.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2087.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2088.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2089.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2090.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2091.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2092.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2093.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2094.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2095.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2096.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2097.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2098.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2099.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2100.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2101.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2102.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2103.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2104.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2105.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2106.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2107.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2108.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2109.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2110.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2111.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2112.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2113.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2114.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2115.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2116.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2117.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2118.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2119.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2120.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2121.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2122.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2123.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2124.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2125.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2126.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2127.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2128.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2129.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2130.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2131.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2132.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2133.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2134.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2135.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2136.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2137.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2138.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2139.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2140.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2141.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2142.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2143.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2144.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2145.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2146.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2147.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2148.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2149.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2150.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2151.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2152.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2153.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2154.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2155.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2156.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2157.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2158.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2159.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2160.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2161.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2162.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2163.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2164.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2165.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2166.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2167.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2168.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2169.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2170.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2171.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2172.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2173.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2174.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2175.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2176.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2177.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2178.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2179.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2180.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2181.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2182.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2183.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2184.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2185.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2186.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2187.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2188.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2189.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2190.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2191.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2192.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2193.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2194.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2195.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2196.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2197.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2198.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2199.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2200.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2201.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2202.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2203.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2204.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2205.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2206.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2207.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2208.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2209.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2210.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2211.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2212.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2213.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2214.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2215.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2216.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2217.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2218.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2219.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2220.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2221.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2222.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2223.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2224.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2225.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2226.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2227.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2228.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2229.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2230.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2231.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2232.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2233.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2234.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2235.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2236.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2237.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2238.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2239.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2240.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2241.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2242.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2243.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2244.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2245.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2246.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2247.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2248.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2249.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2250.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2251.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2252.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2253.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2254.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2255.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2256.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2257.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2258.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2259.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2260.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2261.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2262.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2263.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2264.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2265.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2266.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2267.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2268.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2269.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2270.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2271.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2272.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2273.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2274.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2275.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2276.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2277.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2278.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2279.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2280.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2281.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2282.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2283.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2284.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2285.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2286.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2287.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2288.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2289.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2290.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2291.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2292.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2293.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2294.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2295.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2296.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2297.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2298.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2299.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2300.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2301.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2302.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2303.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2304.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2305.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2306.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2307.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2308.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2309.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2310.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2311.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2312.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2313.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2314.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2315.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2316.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2317.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2318.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2319.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2320.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2321.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2322.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2323.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2324.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2325.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2326.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2327.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2328.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2329.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2330.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2331.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2332.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2333.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2334.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2335.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2336.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2337.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2338.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2339.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2340.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2341.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2342.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2343.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2344.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2345.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2346.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2347.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2348.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2349.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2350.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2351.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2352.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2353.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2354.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2355.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2356.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2357.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2358.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2359.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2360.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2361.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2362.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2363.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2364.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2365.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2366.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2367.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2368.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2369.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2370.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2371.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2372.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2373.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2374.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2375.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2376.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2377.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2378.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2379.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2380.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2381.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2382.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2383.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2384.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2385.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2386.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2387.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2388.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2389.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2390.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2391.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2392.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2393.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2394.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2395.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2396.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2397.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2398.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2399.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2400.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2401.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2402.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2403.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2404.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2405.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2406.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2407.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2408.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2409.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2410.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2411.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2412.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2413.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2414.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2415.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2416.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2417.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2418.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2419.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2420.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2421.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2422.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2423.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2424.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2425.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2426.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2427.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2428.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2429.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2430.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2431.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2432.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2433.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2434.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2435.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2436.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2437.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2438.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2439.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2440.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2441.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2442.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2443.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2444.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2445.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2446.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2447.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2448.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2449.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2450.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2451.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2452.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2453.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2454.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2455.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2456.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2457.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2458.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2459.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2460.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2461.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2462.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2463.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2464.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2465.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2466.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2467.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2468.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2469.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2470.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2471.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2472.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2473.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2474.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2475.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2476.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2477.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2478.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2479.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2480.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2481.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2482.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2483.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2484.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2485.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2486.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2487.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2488.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2489.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2490.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2491.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2492.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2493.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2494.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2495.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2496.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2497.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2498.jpg\n",
      "preprocessed E:\\PycharmProjects\\Learning\\dataset\\validation\\cats\\cat.2499.jpg\n"
     ]
    }
   ],
   "source": [
    "from keras.preprocessing.image import load_img,img_to_array\n",
    "from keras.applications.vgg16 import VGG16\n",
    "from keras.applications.vgg16 import preprocess_input\n",
    "import numpy as np\n",
    "model_vgg = VGG16(weights=\"imagenet\",include_top=False)\n",
    "\n",
    "def modelProcess(img_path,model):  \n",
    "    img = load_img(img_path,target_size=(224,224))#VGG所要的大小\n",
    "    img = img_to_array(img)\n",
    "    x = np.expand_dims(img,axis=0)\n",
    "    x = preprocess_input(x)\n",
    "    x_vgg = model_vgg.predict(x)\n",
    "    x_vgg = x_vgg.reshape(1,7*7*512)\n",
    "    return x_vgg\n",
    "\n",
    "#加载图片 提取特征\n",
    "import os\n",
    "folder = \"E:\\\\PycharmProjects\\\\Learning\\\\dataset\\\\validation\\\\cats\"\n",
    "dirs = os.listdir(folder)\n",
    "img_path = []\n",
    "for i in dirs:\n",
    "    if os.path.splitext(i)[1]==\".jpg\":\n",
    "        img_path.append(i)\n",
    "img_path = [ folder + \"\\\\\" + i for i in img_path]\n",
    "\n",
    "features1 = np.zeros([len(img_path), 25088])\n",
    "for i in range(len(img_path)):\n",
    "    features_i = modelProcess( img_path[i],model_vgg )\n",
    "    print('preprocessed',img_path[i])\n",
    "    features1[i] = features_i\n",
    "\n",
    "folder2 = \"E:\\\\PycharmProjects\\\\Learning\\\\dataset\\\\validation\\\\dogs\"\n",
    "dirs2 = os.listdir(folder2)\n",
    "img_path2 = []\n",
    "for i in dirs2:\n",
    "    if os.path.splitext(i)[1]==\".jpg\":\n",
    "        img_path.append(i)\n",
    "img_path = [ folder2 + \"\\\\\" + i for i in img_path2]\n",
    "\n",
    "features2 = np.zeros([len(img_path2), 25088])\n",
    "for i in range(len(img_path2)):\n",
    "    features_i = modelProcess( img_path2[i],model_vgg )\n",
    "    print('preprocessed',img_path2[i])\n",
    "    features2[i] = features_i"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(500, 25088) (0, 25088)\n"
     ]
    }
   ],
   "source": [
    "print(features1.shape,features2.shape)\n",
    "y1=np.zeros(300)\n",
    "y2=np.ones(300)\n",
    "\n",
    "X = np.concatenate((features1,features2),axis=0)\n",
    "y = np.concatenate((y1,y2),axis=0)\n",
    "y = y.reshape(-1,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(500, 25088) (500, 1)\n"
     ]
    }
   ],
   "source": [
    "X = X[:500]\n",
    "y = y[:500]\n",
    "print(X.shape,y.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(350, 25088) (150, 25088) (500, 25088)\n"
     ]
    }
   ],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "X_train,X_test,y_train,y_test = train_test_split(X,y,test_size=0.3,random_state=50)\n",
    "print(X_train.shape,X_test.shape,X.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential_3\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "dense_5 (Dense)              (None, 10)                250890    \n",
      "_________________________________________________________________\n",
      "dense_6 (Dense)              (None, 1)                 11        \n",
      "=================================================================\n",
      "Total params: 250,901\n",
      "Trainable params: 250,901\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "from keras.models import Sequential\n",
    "from keras.layers import Dense\n",
    "model = Sequential()\n",
    "model.add(Dense(units=10,activation=\"relu\",input_dim=25088))\n",
    "model.add(Dense(units=1,activation=\"sigmoid\"))\n",
    "model.summary()\n",
    "model.compile(optimizer=\"adam\",loss=\"binary_crossentropy\",metrics=['accuracy'])#最后是看训练效果的"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/50\n",
      "350/350 [==============================] - 3s 8ms/step - loss: 4.0180 - accuracy: 0.5057\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 2/50\n",
      "350/350 [==============================] - 0s 580us/step - loss: 0.6408 - accuracy: 0.4200\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 3/50\n",
      "350/350 [==============================] - 0s 634us/step - loss: 0.6490 - accuracy: 0.6514\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 4/50\n",
      "350/350 [==============================] - 0s 557us/step - loss: 0.6418 - accuracy: 0.6571\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 5/50\n",
      "350/350 [==============================] - 0s 583us/step - loss: 0.6348 - accuracy: 0.6629\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 6/50\n",
      "350/350 [==============================] - 0s 526us/step - loss: 0.6307 - accuracy: 0.6743\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 7/50\n",
      "350/350 [==============================] - 0s 414us/step - loss: 0.6195 - accuracy: 0.6829\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 8/50\n",
      "350/350 [==============================] - 0s 566us/step - loss: 0.6191 - accuracy: 0.7029\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 9/50\n",
      "350/350 [==============================] - 0s 520us/step - loss: 0.6042 - accuracy: 0.7114\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 10/50\n",
      "350/350 [==============================] - 0s 503us/step - loss: 0.5910 - accuracy: 0.7171\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 11/50\n",
      "350/350 [==============================] - 0s 523us/step - loss: 0.5895 - accuracy: 0.7143\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b - ETA: 0s - loss: 0.6028 - accuracy: 0.7000\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 12/50\n",
      "350/350 [==============================] - 0s 937us/step - loss: 0.5881 - accuracy: 0.7171\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 13/50\n",
      "350/350 [==============================] - 0s 823us/step - loss: 0.5869 - accuracy: 0.7171\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 14/50\n",
      "350/350 [==============================] - 0s 497us/step - loss: 0.5857 - accuracy: 0.7171\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 15/50\n",
      "350/350 [==============================] - 0s 514us/step - loss: 0.5846 - accuracy: 0.7171\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b - ETA: 0s - loss: 0.5746 - accuracy: 0.7396\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 16/50\n",
      "350/350 [==============================] - 0s 460us/step - loss: 0.5836 - accuracy: 0.7171\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 17/50\n",
      "350/350 [==============================] - 0s 440us/step - loss: 0.5824 - accuracy: 0.7171\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 18/50\n",
      "350/350 [==============================] - 0s 523us/step - loss: 0.5814 - accuracy: 0.7171\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 19/50\n",
      "350/350 [==============================] - 0s 537us/step - loss: 0.5804 - accuracy: 0.7171\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 20/50\n",
      "350/350 [==============================] - 0s 480us/step - loss: 0.5794 - accuracy: 0.7171\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 21/50\n",
      "350/350 [==============================] - 0s 617us/step - loss: 0.5783 - accuracy: 0.7171\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 22/50\n",
      "350/350 [==============================] - 0s 434us/step - loss: 0.5775 - accuracy: 0.7171\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 23/50\n",
      "350/350 [==============================] - 0s 366us/step - loss: 0.5765 - accuracy: 0.7171\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 24/50\n",
      "350/350 [==============================] - 0s 551us/step - loss: 0.5756 - accuracy: 0.7171\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 25/50\n",
      "350/350 [==============================] - 0s 660us/step - loss: 0.5746 - accuracy: 0.7171\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 26/50\n",
      "350/350 [==============================] - 0s 933us/step - loss: 0.5738 - accuracy: 0.7171\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 27/50\n",
      "350/350 [==============================] - 0s 446us/step - loss: 0.5730 - accuracy: 0.7171\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 28/50\n",
      "350/350 [==============================] - 0s 600us/step - loss: 0.5721 - accuracy: 0.7171\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 29/50\n",
      "350/350 [==============================] - 0s 451us/step - loss: 0.5713 - accuracy: 0.7171\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 30/50\n",
      "350/350 [==============================] - 0s 563us/step - loss: 0.5705 - accuracy: 0.7171\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 31/50\n",
      "350/350 [==============================] - 0s 509us/step - loss: 0.5698 - accuracy: 0.7171\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 32/50\n",
      "350/350 [==============================] - 0s 629us/step - loss: 0.5691 - accuracy: 0.7171\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 33/50\n",
      "350/350 [==============================] - 0s 583us/step - loss: 0.5683 - accuracy: 0.7171\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 34/50\n",
      "350/350 [==============================] - 0s 766us/step - loss: 0.5677 - accuracy: 0.7171\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 35/50\n",
      "350/350 [==============================] - 0s 649us/step - loss: 0.5669 - accuracy: 0.7171\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 36/50\n",
      "350/350 [==============================] - 0s 514us/step - loss: 0.5663 - accuracy: 0.7171\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 37/50\n",
      "350/350 [==============================] - 0s 797us/step - loss: 0.5656 - accuracy: 0.7171\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 38/50\n",
      "350/350 [==============================] - 0s 769us/step - loss: 0.5650 - accuracy: 0.7171\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 39/50\n",
      "350/350 [==============================] - 0s 591us/step - loss: 0.5643 - accuracy: 0.7171\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 40/50\n",
      "350/350 [==============================] - 0s 514us/step - loss: 0.5638 - accuracy: 0.7171\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 41/50\n",
      "350/350 [==============================] - 0s 600us/step - loss: 0.5632 - accuracy: 0.7171\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 42/50\n",
      "350/350 [==============================] - 0s 889us/step - loss: 0.5626 - accuracy: 0.7171\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 43/50\n",
      "350/350 [==============================] - 0s 857us/step - loss: 0.5621 - accuracy: 0.7171\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 44/50\n",
      "350/350 [==============================] - 0s 477us/step - loss: 0.5616 - accuracy: 0.7171\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 45/50\n",
      "350/350 [==============================] - 0s 557us/step - loss: 0.5611 - accuracy: 0.7171\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 46/50\n",
      "350/350 [==============================] - 0s 789us/step - loss: 0.5606 - accuracy: 0.7171\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 47/50\n",
      "350/350 [==============================] - 0s 586us/step - loss: 0.5600 - accuracy: 0.7171\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 48/50\n",
      "350/350 [==============================] - 0s 603us/step - loss: 0.5596 - accuracy: 0.7171\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 49/50\n",
      "350/350 [==============================] - 0s 534us/step - loss: 0.5592 - accuracy: 0.7171\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 50/50\n",
      "350/350 [==============================] - 0s 645us/step - loss: 0.5586 - accuracy: 0.7171\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<keras.callbacks.callbacks.History at 0x2d25a516688>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.fit(X_train,y_train,epochs=50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.7171428571428572\n"
     ]
    }
   ],
   "source": [
    "#训练集准确率\n",
    "from sklearn.metrics import accuracy_score\n",
    "y_train_predict = model.predict_classes(X_train)\n",
    "accuracy_train = accuracy_score(y_train,y_train_predict)\n",
    "print(accuracy_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.6066666666666667\n"
     ]
    }
   ],
   "source": [
    "#测试集数据\n",
    "y_test_predict = model.predict_classes(X_test)\n",
    "accuracy_test = accuracy_score(y_test,y_test_predict)\n",
    "print(accuracy_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "才60%的准确率......"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1, 224, 224, 3)\n",
      "(1, 25088)\n",
      "[[0]]\n"
     ]
    }
   ],
   "source": [
    "img_path = \"E:\\\\PycharmProjects\\\\Learning\\\\dataset\\\\dog_test.jpg\"\n",
    "img = load_img(img_path,target_size=(224,224))#VGG所要的大小\n",
    "img = img_to_array(img)\n",
    "x = np.expand_dims(img,axis=0)\n",
    "x = preprocess_input(x)\n",
    "print(x.shape)\n",
    "features = model_vgg.predict(x)\n",
    "features = features.reshape(1,7*7*512)\n",
    "print(features.shape)\n",
    "result = model.predict_classes(features)\n",
    "print(result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1, 224, 224, 3)\n",
      "(1, 25088)\n",
      "[[0]]\n"
     ]
    }
   ],
   "source": [
    "img_path = \"E:\\\\PycharmProjects\\\\Learning\\\\dataset\\\\cat_test.jpeg\"\n",
    "img = load_img(img_path,target_size=(224,224))#VGG所要的大小\n",
    "img = img_to_array(img)\n",
    "x = np.expand_dims(img,axis=0)\n",
    "x = preprocess_input(x)\n",
    "print(x.shape)\n",
    "features = model_vgg.predict(x)\n",
    "features = features.reshape(1,7*7*512)\n",
    "print(features.shape)\n",
    "result = model.predict_classes(features)\n",
    "print(result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1, 224, 224, 3)\n",
      "(1, 25088)\n",
      "[[0]]\n"
     ]
    }
   ],
   "source": [
    "img_path = \"E:\\\\PycharmProjects\\\\Learning\\\\dataset\\\\cat_test2.jpeg\"\n",
    "img = load_img(img_path,target_size=(224,224))#VGG所要的大小\n",
    "img = img_to_array(img)\n",
    "x = np.expand_dims(img,axis=0)\n",
    "x = preprocess_input(x)\n",
    "print(x.shape)\n",
    "features = model_vgg.predict(x)\n",
    "features = features.reshape(1,7*7*512)\n",
    "print(features.shape)\n",
    "result = model.predict_classes(features)\n",
    "print(result)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "单图预测还可以\n",
    "# 批量预测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib as mlp\n",
    "font2 = {'family':\"SimHei\",\n",
    "         'weight':'normal',\n",
    "         'size':20}\n",
    "mlp.rcParams['font.family']='SimHei'\n",
    "mlp.rcParams['axes.unicode_minus']=False\n",
    "from matplotlib import pyplot as plt\n",
    "from keras.preprocessing.image import load_img,img_to_array\n",
    "a = [ i for i in range(1,10)]\n",
    "fig = plt.figure(figsize=(10,10))\n",
    "for i in a:\n",
    "    img_name = \"E:\\\\PycharmProjects\\\\Learning\\\\dataset\\\\validation\\\\dogs\\\\dog.21\"+str(i).zfill(2)+\".jpg\"\n",
    "    img_ori = load_img(img_name,target_size=(224,224))\n",
    "    img = img_to_array(img_ori)\n",
    "    x = np.expand_dims(img,axis=0)\n",
    "    x = preprocess_input(x)\n",
    "    # img = img.astype('float32')/255\n",
    "    # img = img.reshape(1,50,50,3)\\\n",
    "    x_vgg = model_vgg.predict(x)\n",
    "    x_vgg = features.reshape(1,7*7*512)\n",
    "    result = model.predict_classes(x_vgg)\n",
    "    img_ori = load_img(img_name,target_size=(250,250))\n",
    "    plt.subplot(3,3,i)\n",
    "    if(result[0][0] == 0):\n",
    "        img_show = img_ori.convert('1')\n",
    "        #img_ori.convert('L')#错误的显示灰色#img_ori.convert('1')#错误的显示黑白\n",
    "        plt.imshow(img_show)\n",
    "        plt.title(\"预测为 猫\" )\n",
    "    if(result[0][0] == 1):\n",
    "        plt.imshow(img_ori)\n",
    "        plt.title(\"预测为 狗\" )\n",
    "    #plt.title(\"预测为 狗\" if result[0][0] == 0 else \"预测为 猫\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  },
  "pycharm": {
   "stem_cell": {
    "cell_type": "raw",
    "metadata": {
     "collapsed": false
    },
    "source": []
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
